

<!DOCTYPE html>
<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
<head>
  <meta charset="utf-8">
  
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
  
  <title>prml package &mdash; prml  documentation</title>
  

  
  
  
  

  
  <script type="text/javascript" src="_static/js/modernizr.min.js"></script>
  
    
      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
        <script type="text/javascript" src="_static/jquery.js"></script>
        <script type="text/javascript" src="_static/underscore.js"></script>
        <script type="text/javascript" src="_static/doctools.js"></script>
        <script type="text/javascript" src="_static/language_data.js"></script>
        <script async="async" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS-MML_HTMLorMML"></script>
    
    <script type="text/javascript" src="_static/js/theme.js"></script>

    

  
  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
  <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
    <link rel="index" title="Index" href="genindex.html" />
    <link rel="search" title="Search" href="search.html" />
    <link rel="next" title="prml.bayesnet package" href="prml.bayesnet.html" />
    <link rel="prev" title="Welcome to prml’s documentation!" href="index.html" /> 
</head>

<body class="wy-body-for-nav">

   
  <div class="wy-grid-for-nav">
    
    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
      <div class="wy-side-scroll">
        <div class="wy-side-nav-search" >
          

          
            <a href="index.html" class="icon icon-home"> prml
          

          
          </a>

          
            
            
          

          
<div role="search">
  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
    <input type="text" name="q" placeholder="Search docs" />
    <input type="hidden" name="check_keywords" value="yes" />
    <input type="hidden" name="area" value="default" />
  </form>
</div>

          
        </div>

        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
          
            
            
              
            
            
              <p class="caption"><span class="caption-text">Contents:</span></p>
<ul class="current">
<li class="toctree-l1 current"><a class="current reference internal" href="#">prml package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="#subpackages">Subpackages</a><ul>
<li class="toctree-l3"><a class="reference internal" href="prml.bayesnet.html">prml.bayesnet package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.clustering.html">prml.clustering package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.dimreduction.html">prml.dimreduction package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.kernel.html">prml.kernel package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.linear.html">prml.linear package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.markov.html">prml.markov package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.html">prml.nn package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.preprocess.html">prml.preprocess package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.rv.html">prml.rv package</a></li>
<li class="toctree-l3"><a class="reference internal" href="prml.sampling.html">prml.sampling package</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="#module-prml">Module contents</a></li>
</ul>
</li>
</ul>

            
          
        </div>
      </div>
    </nav>

    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">

      
      <nav class="wy-nav-top" aria-label="top navigation">
        
          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
          <a href="index.html">prml</a>
        
      </nav>


      <div class="wy-nav-content">
        
        <div class="rst-content">
        
          















<div role="navigation" aria-label="breadcrumbs navigation">

  <ul class="wy-breadcrumbs">
    
      <li><a href="index.html">Docs</a> &raquo;</li>
        
      <li>prml package</li>
    
    
      <li class="wy-breadcrumbs-aside">
        
            
            <a href="_sources/prml.rst.txt" rel="nofollow"> View page source</a>
          
        
      </li>
    
  </ul>

  
  <hr/>
</div>
          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
           <div itemprop="articleBody">
            
  <div class="section" id="prml-package">
<h1>prml package<a class="headerlink" href="#prml-package" title="Permalink to this headline">¶</a></h1>
<div class="section" id="subpackages">
<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline">¶</a></h2>
<div class="toctree-wrapper compound">
<ul>
<li class="toctree-l1"><a class="reference internal" href="prml.bayesnet.html">prml.bayesnet package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.bayesnet.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.bayesnet.html#module-prml.bayesnet.discrete">prml.bayesnet.discrete module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.bayesnet.html#module-prml.bayesnet.probability_function">prml.bayesnet.probability_function module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.bayesnet.html#module-prml.bayesnet.random_variable">prml.bayesnet.random_variable module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.bayesnet.html#module-prml.bayesnet">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.clustering.html">prml.clustering package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.clustering.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.clustering.html#module-prml.clustering.k_means">prml.clustering.k_means module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.clustering.html#module-prml.clustering">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.dimreduction.html">prml.dimreduction package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.dimreduction.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.dimreduction.html#module-prml.dimreduction.autoencoder">prml.dimreduction.autoencoder module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.dimreduction.html#module-prml.dimreduction.bayesian_pca">prml.dimreduction.bayesian_pca module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.dimreduction.html#module-prml.dimreduction.pca">prml.dimreduction.pca module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.dimreduction.html#module-prml.dimreduction">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.kernel.html">prml.kernel package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.gaussian_process_classifier">prml.kernel.gaussian_process_classifier module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.gaussian_process_regressor">prml.kernel.gaussian_process_regressor module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.kernel">prml.kernel.kernel module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.polynomial">prml.kernel.polynomial module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.rbf">prml.kernel.rbf module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.relevance_vector_classifier">prml.kernel.relevance_vector_classifier module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.relevance_vector_regressor">prml.kernel.relevance_vector_regressor module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel.support_vector_classifier">prml.kernel.support_vector_classifier module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.kernel.html#module-prml.kernel">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.linear.html">prml.linear package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.bayesian_logistic_regression">prml.linear.bayesian_logistic_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.bayesian_regression">prml.linear.bayesian_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.classifier">prml.linear.classifier module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.emprical_bayes_regression">prml.linear.emprical_bayes_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.fishers_linear_discriminant">prml.linear.fishers_linear_discriminant module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.least_squares_classifier">prml.linear.least_squares_classifier module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.linear_regression">prml.linear.linear_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.logistic_regression">prml.linear.logistic_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.perceptron">prml.linear.perceptron module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.regression">prml.linear.regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.ridge_regression">prml.linear.ridge_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.softmax_regression">prml.linear.softmax_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.variational_linear_regression">prml.linear.variational_linear_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear.variational_logistic_regression">prml.linear.variational_logistic_regression module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.linear.html#module-prml.linear">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.markov.html">prml.markov package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#module-prml.markov.categorical_hmm">prml.markov.categorical_hmm module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#module-prml.markov.gaussian_hmm">prml.markov.gaussian_hmm module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#module-prml.markov.hmm">prml.markov.hmm module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#module-prml.markov.kalman">prml.markov.kalman module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#module-prml.markov.particle">prml.markov.particle module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#module-prml.markov.state_space_model">prml.markov.state_space_model module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.markov.html#module-prml.markov">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.nn.html">prml.nn package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.nn.html#subpackages">Subpackages</a><ul>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.array.html">prml.nn.array package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.array.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.array.html#module-prml.nn.array.array">prml.nn.array.array module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.array.html#module-prml.nn.array.broadcast">prml.nn.array.broadcast module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.array.html#module-prml.nn.array.ones">prml.nn.array.ones module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.array.html#module-prml.nn.array.reshape">prml.nn.array.reshape module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.array.html#module-prml.nn.array.zeros">prml.nn.array.zeros module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.array.html#module-prml.nn.array">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.distribution.html">prml.nn.distribution package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.distribution.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.distribution.html#module-prml.nn.distribution.bernoulli">prml.nn.distribution.bernoulli module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.distribution.html#module-prml.nn.distribution.categorical">prml.nn.distribution.categorical module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.distribution.html#module-prml.nn.distribution.distribution">prml.nn.distribution.distribution module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.distribution.html#module-prml.nn.distribution.gaussian">prml.nn.distribution.gaussian module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.distribution.html#module-prml.nn.distribution">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.image.html">prml.nn.image package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.image.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.image.html#module-prml.nn.image.convolve2d">prml.nn.image.convolve2d module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.image.html#module-prml.nn.image.deconvolve2d">prml.nn.image.deconvolve2d module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.image.html#module-prml.nn.image.max_pooling2d">prml.nn.image.max_pooling2d module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.image.html#module-prml.nn.image.util">prml.nn.image.util module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.image.html#module-prml.nn.image">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.io.html">prml.nn.io package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.io.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.io.html#module-prml.nn.io.io">prml.nn.io.io module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.io.html#module-prml.nn.io">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.loss.html">prml.nn.loss package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.loss.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.loss.html#module-prml.nn.loss.kl">prml.nn.loss.kl module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.loss.html#module-prml.nn.loss.sigmoid_cross_entropy">prml.nn.loss.sigmoid_cross_entropy module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.loss.html#module-prml.nn.loss.softmax_cross_entropy">prml.nn.loss.softmax_cross_entropy module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.loss.html#module-prml.nn.loss">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.math.html">prml.nn.math package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.add">prml.nn.math.add module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.divide">prml.nn.math.divide module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.exp">prml.nn.math.exp module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.log">prml.nn.math.log module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.matmul">prml.nn.math.matmul module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.mean">prml.nn.math.mean module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.multiply">prml.nn.math.multiply module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.negative">prml.nn.math.negative module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.power">prml.nn.math.power module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.product">prml.nn.math.product module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.sqrt">prml.nn.math.sqrt module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.square">prml.nn.math.square module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.subtract">prml.nn.math.subtract module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math.sum">prml.nn.math.sum module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.math.html#module-prml.nn.math">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.nonlinear.html">prml.nn.nonlinear package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear.log_softmax">prml.nn.nonlinear.log_softmax module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear.logit">prml.nn.nonlinear.logit module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear.relu">prml.nn.nonlinear.relu module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear.sigmoid">prml.nn.nonlinear.sigmoid module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear.softmax">prml.nn.nonlinear.softmax module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear.softplus">prml.nn.nonlinear.softplus module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear.tanh">prml.nn.nonlinear.tanh module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.nonlinear.html#module-prml.nn.nonlinear">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.normalization.html">prml.nn.normalization package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.normalization.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.normalization.html#module-prml.nn.normalization.batch_normalization">prml.nn.normalization.batch_normalization module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.normalization.html#module-prml.nn.normalization">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.optimizer.html">prml.nn.optimizer package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer.ada_delta">prml.nn.optimizer.ada_delta module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer.ada_grad">prml.nn.optimizer.ada_grad module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer.adam">prml.nn.optimizer.adam module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer.gradient">prml.nn.optimizer.gradient module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer.momentum">prml.nn.optimizer.momentum module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer.optimizer">prml.nn.optimizer.optimizer module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer.rmsprop">prml.nn.optimizer.rmsprop module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.optimizer.html#module-prml.nn.optimizer">Module contents</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="prml.nn.random.html">prml.nn.random package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.random.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.random.html#module-prml.nn.random.dropout">prml.nn.random.dropout module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.random.html#module-prml.nn.random.normal">prml.nn.random.normal module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.random.html#module-prml.nn.random.random">prml.nn.random.random module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.random.html#module-prml.nn.random.uniform">prml.nn.random.uniform module</a></li>
<li class="toctree-l4"><a class="reference internal" href="prml.nn.random.html#module-prml.nn.random">Module contents</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="prml.nn.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.nn.html#module-prml.nn.config">prml.nn.config module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.nn.html#module-prml.nn.function">prml.nn.function module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.nn.html#module-prml.nn.network">prml.nn.network module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.nn.html#module-prml.nn.queue">prml.nn.queue module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.nn.html#module-prml.nn">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.preprocess.html">prml.preprocess package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.preprocess.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.preprocess.html#module-prml.preprocess.gaussian">prml.preprocess.gaussian module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.preprocess.html#module-prml.preprocess.label_transformer">prml.preprocess.label_transformer module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.preprocess.html#module-prml.preprocess.polynomial">prml.preprocess.polynomial module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.preprocess.html#module-prml.preprocess.sigmoidal">prml.preprocess.sigmoidal module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.preprocess.html#module-prml.preprocess">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.rv.html">prml.rv package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.bernoulli">prml.rv.bernoulli module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.bernoulli_mixture">prml.rv.bernoulli_mixture module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.beta">prml.rv.beta module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.categorical">prml.rv.categorical module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.dirichlet">prml.rv.dirichlet module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.gamma">prml.rv.gamma module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.gaussian">prml.rv.gaussian module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.multivariate_gaussian">prml.rv.multivariate_gaussian module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.multivariate_gaussian_mixture">prml.rv.multivariate_gaussian_mixture module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.rv">prml.rv.rv module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.students_t">prml.rv.students_t module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.uniform">prml.rv.uniform module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv.variational_gaussian_mixture">prml.rv.variational_gaussian_mixture module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.rv.html#module-prml.rv">Module contents</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="prml.sampling.html">prml.sampling package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="prml.sampling.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.sampling.html#module-prml.sampling.metropolis">prml.sampling.metropolis module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.sampling.html#module-prml.sampling.metropolis_hastings">prml.sampling.metropolis_hastings module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.sampling.html#module-prml.sampling.rejection_sampling">prml.sampling.rejection_sampling module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.sampling.html#module-prml.sampling.sir">prml.sampling.sir module</a></li>
<li class="toctree-l2"><a class="reference internal" href="prml.sampling.html#module-prml.sampling">Module contents</a></li>
</ul>
</li>
</ul>
</div>
</div>
<div class="section" id="module-prml">
<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-prml" title="Permalink to this headline">¶</a></h2>
</div>
</div>


           </div>
           
          </div>
          <footer>
  
    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
      
        <a href="prml.bayesnet.html" class="btn btn-neutral float-right" title="prml.bayesnet package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
      
      
        <a href="index.html" class="btn btn-neutral float-left" title="Welcome to prml’s documentation!" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
      
    </div>
  

  <hr/>

  <div role="contentinfo">
    <p>
        &copy; Copyright 2019, Author

    </p>
  </div>
  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>. 

</footer>

        </div>
      </div>

    </section>

  </div>
  


  <script type="text/javascript">
      jQuery(function () {
          SphinxRtdTheme.Navigation.enable(true);
      });
  </script>

  
  
    
   

</body>
</html>